图像生成

FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

Rongyao Fang, Aldrich Yu, Chengqi Duan, Linjiang Huang, Shuai Bai, Yuxuan Cai, Kun Wang, Si Liu, Xihui Liu, Hongsheng Li

机构 * CUHK（香港中文大学） ； HKU（香港大学） ； BUAA（北京航空航天大学） ； Alibaba（阿里巴巴） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；image synthesis(abstract)；分类 cs.CV

Comments Project page: https://flux-reason-6m.github.io/

A Framework for Benchmarking Fairness-Utility Trade-offs in Text-to-Image Models via Pareto Frontiers

Marco N. Bochernitsan, Rodrigo C. Barros, Lucas S. Kupssinskü

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

CTA-Flux: Integrating Chinese Cultural Semantics into High-Quality English Text-to-Image Communities

Yue Gong, Shanyuan Liu, Liuzhuozheng Li, Jian Zhu, Bo Cheng, Liebucha Wu, Xiaoyu Wu, Yuhang Ma, Dawei Leng, Yuhui Yin

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

AR-GRPO: Training Autoregressive Image Generation Models via Reinforcement Learning

Shihao Yuan, Yahui Liu, Yang Yue, Jingyuan Zhang, Wangmeng Zuo, Qi Wang, Fuzheng Zhang, Guorui Zhou

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；image synthesis(abstract)；分类 cs.CV

Comments 27 pages, 15 figures

Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing

Shichao Ma, Yunhe Guo, Jiahao Su, Qihe Huang, Zhengyang Zhou, Yang Wang

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；image editing(abstract)；分类 cs.CV

Devil is in the Detail: Towards Injecting Fine Details of Image Prompt in Image Generation via Conflict-free Guidance and Stratified Attention

Kyungmin Jo, Jooyeol Yun, Jaegul Choo

机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院） 纠错

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Journal ref CVPR 2025

Towards 3D Semantic Image Synthesis for Medical Imaging

Wenwu Tang, Khaled Seyam, Bin Yang

机构 * Institute of Signal Processing and System Theory（信号处理与系统理论研究所） ； University of Stuttgart（斯图加特大学） 纠错

专题命中 文生图 ：image synthesis(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Instella-T2I: Pushing the Limits of 1D Discrete Latent Space Image Generation

Ze Wang, Hao Chen, Benran Hu, Jiang Liu, Ximeng Sun, Jialian Wu, Yusheng Su, Xiaodong Yu, Emad Barsoum, Zicheng Liu

机构 * AMD GenAI（AMD 生成人工智能） 纠错

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

OrienText: Surface Oriented Textual Image Generation

Shubham Singh Paliwal, Arushi Jain, Monika Sharma, Vikram Jamwal, Lovekesh Vig

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments 4 pages, SIGGRAPH Asia 2024 Technical Communications

HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance

Jiazi Bu, Pengyang Ling, Yujie Zhou, Pan Zhang, Tong Wu, Xiaoyi Dong, Yuhang Zang, Yuhang Cao, Dahua Lin, Jiaqi Wang

专题命中 文生图 ：image generation(title)；text-to-image(abstract)；diffusion(abstract)；image synthesis(abstract)

Comments Project Page: https://bujiazi.github.io/hiflow.github.io/

Text to Image Generation and Editing: A Survey

Pengfei Yang, Ngai-Man Cheung, Xinda Ma

机构 * Singapore University of Technology and Design（新加坡科技设计大学） 纠错

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments 49 pages,3 figures,3 tables

Deconstructing Bias: A Multifaceted Framework for Diagnosing Cultural and Compositional Inequities in Text-to-Image Generative Models

Muna Numan Said, Aarib Zaidi, Rabia Usman, Sonia Okon, Praneeth Medepalli, Kevin Zhu, Vasu Sharma, Sean O'Brien

机构 * Algoverse AI Research（Algoverse AI研究） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments Published at ICLR 2025 Workshop SynthData

Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration

Junyuan Deng, Xinyi Wu, Yongxing Yang, Congchao Zhu, Song Wang, Zhenyao Wu

机构 * Honor Device Co., Ltd（Honor Device公司） 纠错

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted by CVPR 2025

An Empirical Study of GPT-4o Image Generation Capabilities

Sixiang Chen, Jinbin Bai, Zhuoran Zhao, Tian Ye, Qingyu Shi, Donghao Zhou, Wenhao Chai, Xin Lin, Jianzong Wu, Chao Tang, Shilin Xu, Tao Zhang, Haobo Yuan, Yikang Zhou, Wei Chow, Linfeng Li, Xiangtai Li, Lei Zhu, Lu Qi

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Beyond Words: Advancing Long-Text Image Generation via Multimodal Autoregressive Models

Alex Jinpeng Wang, Linjie Li, Zhengyuan Yang, Lijuan Wang, Min Li

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments 16 pages

Improving Compositional Attribute Binding in Text-to-Image Generative Models via Enhanced Text Embeddings

Arman Zarei, Keivan Rezaei, Samyadeep Basu, Mehrdad Saberi, Mazda Moayeri, Priyatham Kattakinda, Soheil Feizi

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Guardians of Generation: Dynamic Inference-Time Copyright Shielding with Adaptive Guidance for AI Image Generation

Soham Roy, Abhishek Mishra, Shirish Karande, Murari Mandal

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

ElasticDiffusion: Training-free Arbitrary Size Image Generation through Global-Local Content Separation

Moayed Haji-Ali, Guha Balakrishnan, Vicente Ordonez

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted at CVPR 2024. Project Page: https://elasticdiffusion.github.io/

Journal ref 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

High-Resolution Image Synthesis via Next-Token Prediction

Dengsheng Chen, Jie Hu, Tiezhu Yue, Xiaoming Wei, Enhua Wu

专题命中 文生图 ：image synthesis(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

Comments 31 pages

SafeText: Safe Text-to-image Models via Aligning the Text Encoder

Yuepeng Hu, Zhengyuan Jiang, Neil Zhenqiang Gong

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Augmented Conditioning Is Enough For Effective Training Image Generation

Jiahui Chen, Amy Zhang, Adriana Romero-Soriano

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Text-to-Image GAN with Pretrained Representations

Xiaozhou You, Jian Zhang

专题命中 文生图 ：text-to-image(title,abstract)；diffusion(abstract)；image synthesis(abstract)；分类 cs.CV

MaskBit: Embedding-free Image Generation via Bit Tokens

Mark Weber, Lijun Yu, Qihang Yu, Xueqing Deng, Xiaohui Shen, Daniel Cremers, Liang-Chieh Chen

专题命中 文生图 ：image generation(title,abstract)；diffusion(abstract)；image synthesis(abstract)；分类 cs.CV

Comments Accepted to TMLR w. featured and reproducibility certification. Project page: https://weber-mark.github.io/projects/maskbit.html

MV-Adapter: Multi-view Consistent Image Generation Made Easy

Zehuan Huang, Yuan-Chen Guo, Haoran Wang, Ran Yi, Lizhuang Ma, Yan-Pei Cao, Lu Sheng

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments Project page: https://huanngzh.github.io/MV-Adapter-Page/

CopyrightMeter: Revisiting Copyright Protection in Text-to-image Models

Naen Xu, Changjiang Li, Tianyu Du, Minxi Li, Wenjie Luo, Jiacheng Liang, Yuyuan Li, Xuhong Zhang, Meng Han, Jianwei Yin, Ting Wang

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

Image Regeneration: Evaluating Text-to-Image Model via Generating Identical Image with Multimodal Large Language Models

Chutian Meng, Fan Ma, Jiaxu Miao, Chi Zhang, Yi Yang, Yueting Zhuang

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；diffusion(abstract)；分类 cs.CV

DomainGallery: Few-shot Domain-driven Image Generation by Attribute-centric Finetuning

Yuxuan Duan, Yan Hong, Bo Zhang, Jun Lan, Huijia Zhu, Weiqiang Wang, Jianfu Zhang, Li Niu, Liqing Zhang

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

Comments NeurIPS 2024

TypeScore: A Text Fidelity Metric for Text-to-Image Generative Models

Georgia Gabriela Sampaio, Ruixiang Zhang, Shuangfei Zhai, Jiatao Gu, Josh Susskind, Navdeep Jaitly, Yizhe Zhang

专题命中 文生图 ：text-to-image(title,abstract)；image generation(abstract)；image synthesis(abstract)；分类 cs.CV

FlowDCN: Exploring DCN-like Architectures for Fast Image Generation with Arbitrary Resolution

Shuai Wang, Zexian Li, Tianhui Song, Xubin Li, Tiezheng Ge, Bo Zheng, Limin Wang

专题命中 文生图 ：image generation(title,abstract)；diffusion(abstract)；image synthesis(abstract)；分类 cs.CV

Comments Accepted on NeurIPS24

Is One GPU Enough? Pushing Image Generation at Higher-Resolutions with Foundation Models

Athanasios Tragakis, Marco Aversa, Chaitanya Kaul, Roderick Murray-Smith, Daniele Faccio

专题命中 文生图 ：image generation(title,abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV